101 citations · 235 across the 8 of their papers we have counts for
8 papers
How to Elicit Many Probabilities
Linda C. van der Gaag, Silja Renooij, Cilia L. M. Witteman +2
In building Bayesian belief networks, the elicitation of all probabilities required can be a major obstacle. We learned the extent of this often-cited observation in the constructi…
Enhancing QPNs for Trade-off Resolution
Silja Renooij, Linda C. van der Gaag
Qualitative probabilistic networks have been introduced as qualitative abstractions of Bayesian belief networks. One of the major drawbacks of these qualitative networks is their c…
Pivotal Pruning of Trade-offs in QPNs
Silja Renooij, Linda C. van der Gaag, Simon Parsons +1
Qualitative probabilistic networks have been designed for probabilistic reasoning in a qualitative way. Due to their coarse level of representation detail, qualitative probabilisti…
Analysing Sensitivity Data from Probabilistic Networks
Linda C. van der Gaag, Silja Renooij
With the advance of efficient analytical methods for sensitivity analysis ofprobabilistic networks, the interest in the sensitivities revealed by real-life networks is rekindled. A…
From Qualitative to Quantitative Probabilistic Networks
Silja Renooij, Linda C. van der Gaag
Quantification is well known to be a major obstacle in the construction of a probabilistic network, especially when relying on human experts for this purpose. The construction of a…
Upgrading Ambiguous Signs in QPNs
Janneke H. Bolt, Silja Renooij, Linda C. van der Gaag
WA qualitative probabilistic network models the probabilistic relationships between its variables by means of signs. Non-monotonic influences have associated an ambiguous sign. The…